{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# ignore this\n",
    "%load_ext music21.ipython21"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User's Guide, Chapter 10: Examples 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, that's long enough to go without doing some actual work! Let's see what is possible to do so far.|"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Where do Chords move to?\n",
    "\n",
    "Let's take our favorite work so far, Bach's BWV 66.6, and see where each chord goes.\n",
    "\n",
    "We'll begin, as always, with importing `music21` and parsing the work from the corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from music21 import *\n",
    "s = corpus.parse('bwv66.6')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's chordify it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Part Soprano>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sChords = s.chordify()\n",
    "sChords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`sChords` is a Part containing no Chords! It has measures, which contain Chords. We're going to want to see all the chords, so let's flatten it with `.flat`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Part Soprano_flat>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sFlat = sChords.flat\n",
    "sFlat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inside `sChords` is not just chords, but also the time signatures, etc., so let's create a Stream that only has the chords in sChords. And we'll get rid of all internal barlines, measures, etc.  We'll use `.getElementsByClass('Chord')` for that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.iterator.StreamIterator for Part:Soprano_flat @:0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sOnlyChords = sFlat.getElementsByClass('Chord')\n",
    "sOnlyChords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are eventually going to want to display each chord, so we'll create a new `Stream` to do so.  We'll make it a `Part` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Part displayPart>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "displayPart = stream.Part(id='displayPart')\n",
    "displayPart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we're going to want to look at each chord and the following chord, so we want to go from the first chord, index `0`, to the second to last chord, index `len(sOnlyChords) - 1`, and then get each chord and the next chord. We will do that with the following sequence of commands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(0, len(sOnlyChords) - 1):\n",
    "    thisChord = sOnlyChords[i]\n",
    "    nextChord = sOnlyChords[i + 1]\n",
    "    # do something with thisChord and nextChord here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Python hint_: `range(min, max)` or `range(max)` is a \"generator\" function \n",
    "that yields every number starting with `min` (or zero if no min is given) \n",
    "to one less than the maximum number.  `range()` is a really useful function, \n",
    "and we will use it all the time to do the same thing over a whole bunch of items.  For instance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "for n in range(5):\n",
    "    print(n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then for each chord pair, we can create a new measure and append it to `displayPart` only if the first chord of each group is a triad or a seventh.  For the purposes of making this example short, let's do it only if the first chord's root is \"A\". And we can put them all in closed position. \n",
    "\n",
    "We can create a new function to do all this and call it `appendChordPairs()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def appendChordPairs(thisChord, nextChord):\n",
    "    if ((thisChord.isTriad() is True or \n",
    "            thisChord.isSeventh() is True) and\n",
    "                thisChord.root().name == 'A'):\n",
    "        closePositionThisChord = thisChord.closedPosition(forceOctave=4)\n",
    "        closePositionNextChord = nextChord.closedPosition(forceOctave=4)\n",
    "\n",
    "        m = stream.Measure()\n",
    "        m.append(closePositionThisChord)\n",
    "        m.append(closePositionNextChord)\n",
    "        displayPart.append(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, so I think we have this set up.  Let's replace \"`# do something`\" with `appendChordPairs()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(sOnlyChords) - 1):\n",
    "    thisChord = sOnlyChords[i]\n",
    "    nextChord = sOnlyChords[i + 1]\n",
    "    appendChordPairs(thisChord, nextChord)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do we have it?  Let's see if `displayPart` has anything in it?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(displayPart)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only seven pairs of chords, well, we did limit it to chords built on `A`. Let's see it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABdgAAAB9CAYAAACxpgHyAAAACXBIWXMAAB7CAAAewgFu0HU+AAAg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\nSUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 62,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "displayPart.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Learning from the last chapter, we can label the chords with Roman Numerals in the key of A.  Obviously, the first chord is always going to be \"I\", but where does \"I\" move to?  That's more interesting. We'll cheat and use an analysis technique we'll later see in :ref:`Chapter 23 <usersGuide_23_romanNumerals>`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABdgAAACXCAYAAAAGeTkWAAAACXBIWXMAAB7CAAAewgFu0HU+AAAg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\niIiIiIiISJ7+P0PhSJxtj6tJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 75,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "keyA = key.Key('A')\n",
    "for c in displayPart.recurse().getElementsByClass('Chord'):\n",
    "    rn = roman.romanNumeralFromChord(c, keyA)\n",
    "    c.addLyric(str(rn.figure))\n",
    "\n",
    "displayPart.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "sphinx_links": {
     "any": true
    }
   },
   "source": [
    "Well, it's basically everything that I expected, except for that `III6` chord! I smell a modulation happening here.  Let's make all the pitches of that Chord pink so we can find them later.  And we'll softly introduce a new concept, the `derivation.chain()` (see :ref:`Chapter 13<usersGuide_13_music21object2>`) to make sure that everything that this note comes from is also pink."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABdgAAACXCAYAAAAGeTkWAAAACXBIWXMAAB7CAAAewgFu0HU+AAAg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\nERERERGRNP1/CM7DlCMbqYcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 75,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in displayPart.recurse().getElementsByClass('Chord'):\n",
    "    if c.lyric == 'III6':\n",
    "        c.color = 'pink'\n",
    "        for x in c.derivation.chain():\n",
    "            x.color = 'pink'\n",
    "        \n",
    "displayPart.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can find this chord more easily:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABd4AAAONCAYAAACYwnIxAAAACXBIWXMAAB7CAAAewgFu0HU+AAAg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\nsiyIiIiIiIhE+39AztDl1HsDWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 454,
       "width": 751
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sChords.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can analyze each Measure's key to show that indeed it is part of a modulation to f# minor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 E major\n",
      "1 E major\n",
      "2 A major\n",
      "3 f# minor\n",
      "4 E major\n",
      "5 A major\n",
      "6 f# minor\n",
      "7 C# major\n",
      "8 F# major\n",
      "9 b minor\n"
     ]
    }
   ],
   "source": [
    "for m in sChords.getElementsByClass('Measure'):\n",
    "    k = m.analyze('key')\n",
    "    print(m.number, k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a brief summary of some things we can do so far.  I'd like to use other pieces besides this Chorale, so let's move on to :ref:`Chapter 11: Corpus Searching <usersGuide_11_corpusSearching>` to learn more."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
